Whole-Brain Propagation Delays in Multiple Sclerosis, a Combined Tractography-Magnetoencephalography Study
- P. Sorrentino1,2,
- S. Petkoski1,
- M. Sparaco3,
- E. Troisi Lopez4,
- E. Signoriello3,
- F. Baselice5,
- S. Bonavita3,
- M.A. Pirozzi6,
- M. Quarantelli6,
- G. Sorrentino4,7, and
- V. Jirsa1
- 1Institut de Neurosciences des Systèmes, Aix-Marseille Université, 13005 Marseille, France
- 2Institute of Applied Sciences and Intelligent Systems, National Research Council, 80078 Pozzuoli, Italy
- 3Department of Advanced Medical and Surgical Sciences, University of Campania Luigi Vanvitelli, 81100 Caserta, Italy
- 4Department of Motor Sciences and Wellness, Parthenope University of Naples, 80133 Naples, Italy
- 5Department of Engineering, Parthenope University of Naples, 80143 Naples, Italy
- 6Biostructure and Bioimaging Institute, National Research Council, 80145 Naples, Italy
- 7Institute for Diagnosis and Cure Hermitage Capodimonte, 80131 Naples, Italy
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Author contributions: P.S., S.P., F.B., and V.J. designed research; P.S., M.A.P., and M.Q. performed research; P.S. contributed unpublished reagents/analytic tools; P.S. analyzed data; P.S. and S.P. wrote the first draft of the paper; P.S., S.P., M.S., E.T.L., E.S., F.B., S.B., M.A.P., M.Q., G.S., and V.J. edited the paper; P.S. wrote the paper.
Abstract
Two structurally connected brain regions are more likely to interact, with the lengths of the structural bundles, their widths, myelination, and the topology of the structural connectome influencing the timing of the interactions. We introduce an in vivo approach for measuring functional delays across the whole brain in humans (of either sex) using magneto/electroencephalography (MEG/EEG) and integrating them with the structural bundles. The resulting topochronic map of the functional delays/velocities shows that larger bundles have faster velocities. We estimated the topochronic map in multiple sclerosis patients, who have damaged myelin sheaths, and controls, demonstrating greater delays in patients across the network and that structurally lesioned tracts were slowed down more than unaffected ones. We provide a novel framework for estimating functional transmission delays in vivo at the single-subject and single-tract level.
SIGNIFICANCE STATEMENT This article provides a straightforward way to estimate patient-specific delays and conduction velocities in the CNS, at the individual level, in healthy and diseased subjects. To do so, it uses a principled way to merge magnetoencephalography (MEG)/electroencephalography (EEG) and tractography.
- brain criticality
- brain dynamics
- brain networks
- conduction velocities
- magnetoencephalography
- multiple sclerosis
- Received May 16, 2022.
- Revision received September 13, 2022.
- Accepted September 19, 2022.
- Copyright © 2022 Sorrentino et al.
This is an open-access article distributed under the terms of the Creative Commons Attribution 4.0 International license, which permits unrestricted use, distribution and reproduction in any medium provided that the original work is properly attributed.





